Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "158"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 158 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 255 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 233 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_15196/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 158, Node 12:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.254754 -0.756504 0.225174 -0.087177 0.319267 5.564934 0.152581 0.223171 0.7633 0.7880 0.2567 16.777262 23.612308
2459593 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.183471 -0.774456 0.041682 -1.083884 0.128241 -0.193486 -0.006226 1.432058 0.7292 0.7321 0.2546 6.550709 6.421145
2459592 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 0.238805 -0.469452 -0.463482 -0.096389 1.870697 0.629264 1.654313 0.395830 0.0307 0.0336 0.0023 nan nan
2459591 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.647272 -0.765526 -0.174324 -1.019802 -0.060343 -0.530150 0.912431 5.169886 0.6577 0.6850 0.3756 6.384584 6.523215
2459590 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.600042 -0.659296 0.086523 -0.992819 1.841368 3.051854 1.482089 4.688938 0.6613 0.6818 0.3677 5.271896 5.610384
2459589 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.003261 -0.981641 0.382187 0.400094 0.746183 0.573848 -0.367499 0.031023 0.6909 0.7003 0.2969 10.565826 11.124381
2459588 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.001871 -1.131521 -0.053798 -1.220006 0.533629 -0.155226 -0.030216 0.748269 0.7718 0.7662 0.2197 10.012506 8.995300
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 1.829770 -0.207677 0.308498 -0.927833 0.823874 0.268786 0.675349 5.303962 nan nan nan 0.000000 0.000000
2459586 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 306.757337 312.837004 inf inf 10.063494 15.413812 164.245123 666.440841 nan nan nan 0.000000 0.000000
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 8.546271 2.822807 4.319584 3.743051 5.442229 3.608239 3.559168 10.295606 0.0329 0.0349 0.0012 0.000000 0.000000
2459584 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.198344 -0.475026 0.897521 2.626369 1.798491 0.475242 0.713321 2.516412 0.6019 0.6245 0.3662 5.515734 7.138461
2459583 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.771487 0.226329 1.171020 1.494987 3.450620 1.950740 2.300248 6.412776 0.6578 0.6824 0.3892 4.763773 4.246214
2459582 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.704947 -0.026112 0.605178 1.372665 3.313966 2.007102 0.652271 8.053067 0.6600 0.6826 0.3910 5.348446 5.171305
2459581 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.288619 -0.078515 0.861672 0.925958 2.687079 1.963762 1.997294 9.032394 0.6650 0.6860 0.3864 6.609391 5.779470
2459580 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.625086 -0.179921 0.329629 1.130315 3.044407 2.030827 2.593846 6.531729 0.6610 0.6835 0.3858 5.153817 4.220099
2459579 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459578 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -0.782341 -0.156934 -0.566084 -0.418804 1.438499 0.792566 -0.789615 9.860863 0.0306 0.0322 0.0017 nan nan
2459577 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.841326 -0.042768 0.680069 0.880298 2.703629 2.777284 2.925258 9.088889 0.6595 0.6828 0.3827 5.298965 5.773882
2459576 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.212334 -0.148820 0.376537 0.574312 2.683631 3.373385 5.141816 7.474445 0.6831 0.7056 0.3846 6.597629 6.875130
2459575 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.568127 1.256982 0.594585 0.745632 2.819542 4.510832 0.857353 1.274128 0.7444 0.7522 0.3334 18.028827 16.219903
2459574 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.885206 3.581901 0.513630 0.730583 0.828888 2.346386 0.386637 2.621323 0.6815 0.6947 0.3769 6.466103 6.392901
2459573 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.634854 0.324760 1.426256 1.887104 4.431841 2.290870 2.299199 9.510105 0.6746 0.7023 0.3876 5.846733 5.044556
2459572 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.162845 -0.268532 0.397383 0.772842 1.820355 3.222961 1.057250 14.208380 0.6850 0.7081 0.3821 7.122530 5.846557
2459571 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -0.475374 -0.088821 -0.821353 -0.599338 2.100404 8.931344 -0.791193 4.649417 0.0306 0.0316 0.0018 nan nan
2459570 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459569 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.314544 -0.966674 0.580017 0.696170 0.966153 1.526363 0.613813 0.809920 0.7491 0.7623 0.2458 6.708851 5.720806
2459566 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.712085 0.044430 0.962118 1.269383 2.547354 0.994962 0.633569 7.387687 0.6683 0.6910 0.4032 3.697621 3.267761
2459565 RF_maintenance 0.00% - - - 100.00% 0.00% 1.033212 1.033212 1.033557 1.033557 0.000000 0.000000 0.000000 0.000000 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.083145 -0.609450 0.662188 -0.359910 0.949238 2.498351 1.938837 7.609439 0.6850 0.6994 0.3986 4.396969 4.397838
2459563 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.181217 0.561901 2.292051 15.880347 3.201101 2.575473 2.840513 13.976499 0.6846 0.6959 0.3907 4.212152 4.150024
2459562 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.495662 -1.446264 -2.405453 -1.320866 -1.428818 -2.804063 -0.077688 2.129285 0.6785 0.6961 0.3949 3.912456 3.467731
2459561 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.826674 2.813429 1.955761 1.888129 0.400438 0.432664 -2.085003 -0.599561 0.6614 0.6833 0.3832 3.097991 2.835284
2459560 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.542283 -1.039961 -0.893305 -0.851606 -1.509978 -1.804942 -0.580075 3.867181 0.6734 0.6963 0.3981 4.228271 3.484239
2459559 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.455526 0.494450 0.414425 0.691576 2.252410 1.281780 1.305976 3.367702 0.6781 0.6994 0.3910 3.382931 3.044437
2459558 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0294 0.0298 0.0011 nan nan
2459556 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.485835 0.250257 0.796438 1.984372 3.177139 1.786088 3.567709 20.433351 0.6774 0.6952 0.3925 4.181482 3.896623
2459554 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.6875 0.7053 0.3991 nan nan
2459553 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.6725 0.6916 0.3962 nan nan
2459552 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.951054 0.102617 0.879888 0.352211 2.471892 1.204165 0.075371 17.742230 0.6926 0.7085 0.3931 9.847410 9.610249
2459551 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.320382 0.098285 0.513324 0.773132 2.594013 1.685298 0.675440 7.474464 0.6846 0.7032 0.3905 3.598527 3.352203
2459550 RF_maintenance - 99.18% 99.18% 0.00% - - nan nan nan nan nan nan nan nan 0.0318 0.0318 0.0005 nan nan
2459549 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.674325 -0.228066 0.856787 1.276387 3.596992 1.450466 1.039867 12.532894 0.6724 0.6915 0.4114 3.530473 3.420398
2459542 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.245542 -0.062241 0.017863 0.060286 1.314489 1.607580 0.567552 9.042930 0.7341 0.7391 0.3657 3.224722 3.099617
2459541 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459540 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.523926 0.759003 0.738722 0.941531 3.436034 0.613810 1.830052 6.083219 0.7374 0.7428 0.3499 3.698074 3.197516
2459536 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459535 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.543334 0.570013 0.812849 0.861395 2.842592 0.052344 3.428285 6.735670 0.7755 0.7681 0.3634 4.206806 3.432055
2459534 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.325822 0.763710 1.100742 0.909329 3.334044 0.242041 2.231543 5.815729 0.7685 0.7597 0.3533 6.689626 6.002135
2459533 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.037574 0.590600 1.152325 1.424725 4.059680 1.428571 0.931540 17.642982 0.7047 0.7196 0.4016 4.296133 3.561143
2459532 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.615096 0.726418 1.635537 2.474128 4.026046 1.704340 1.227210 10.967288 0.7085 0.7228 0.4013 3.846613 3.621670
2459530 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459522 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459513 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -0.418784 -0.180218 -0.549907 -0.053323 -0.281129 1.312640 -0.768989 6.503707 0.0305 0.0315 0.0010 nan nan
2459508 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.360502 -0.205721 1.955777 1.859575 2.600743 1.716672 3.374664 3.972346 0.9085 0.9392 0.1883 0.000000 0.000000
2459505 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.921389 -0.473966 -0.222519 1.462192 1.876025 1.527977 5.143553 3.743903 0.0944 0.0800 0.0050 1.161795 1.143894
2459503 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.678387 0.028906 1.040801 2.029129 0.708651 1.074764 3.652294 1.897809 0.8769 0.8691 0.4275 0.000000 0.000000
2459501 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.226371 0.777977 1.407079 1.560830 3.337277 0.302191 1.158659 0.618029 0.0966 0.0803 0.0096 0.000000 0.000000
2459500 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.419750 1.386960 2.551933 1.791232 1.758097 1.886049 2.179072 1.172087 0.0744 0.0779 0.0075 0.000000 0.000000
2459499 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.019858 2.148652 3.104093 2.577876 1.946942 2.362945 6.220302 4.077264 0.0844 0.0723 0.0057 0.000000 0.000000
2459498 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.638456 1.591875 1.591684 1.896566 1.250938 2.036690 0.830849 1.625810 0.0822 0.0745 0.0075 0.000000 0.000000
2459497 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.177997 1.442962 1.136606 1.691700 0.148042 2.008896 3.283337 1.628091 0.0946 0.0778 0.0110 0.000000 0.000000
2459496 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.074483 1.530274 0.700670 1.675402 -0.310092 2.284613 6.972988 3.381967 0.0474 0.0847 0.0046 0.000000 0.000000
2459495 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.652548 1.104463 1.590856 1.429953 0.980264 2.007193 0.190384 1.398749 0.0891 0.0983 0.0103 0.000000 0.000000
2459494 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.152384 2.487086 2.696815 2.289746 1.195492 2.592290 3.347715 4.627167 0.0905 0.0793 0.0113 0.000000 0.000000
2459492 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.841036 -1.557583 -1.282274 -0.728928 2.694450 4.304734 6.826988 23.150732 0.1058 0.0673 0.0069 0.000000 0.000000
2459491 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.292368 0.067044 0.370763 0.094482 8.133648 0.180104 15.800916 4.068735 0.0968 0.0818 0.0068 0.000000 0.000000
2459490 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.443941 -0.668111 -1.358653 -1.192587 2.274619 0.023611 8.661424 15.651585 0.7422 0.8051 0.3670 0.000000 0.000000
2459489 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.094622 0.171402 -1.579283 -0.607549 4.629694 2.269148 7.298215 9.465013 0.7587 0.8107 0.3191 0.000000 0.000000
2459488 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.317477 -0.022310 -0.419102 0.232637 2.619329 1.486700 19.873270 19.036348 0.7595 0.8124 0.3445 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 158: 2459796

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Temporal Discontinuties 1.745530 -0.387544 -1.075991 -0.465843 -0.133084 -0.582596 -0.092353 1.745530 0.751234

Antenna 158: 2459795

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 0.467873 -1.097672 -0.075918 -0.609889 -0.878526 0.120061 0.378535 0.467873 -0.147608

Antenna 158: 2459794

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Variability 0.717330 -0.014313 -1.168699 -0.951607 -0.353429 -0.052324 0.717330 -0.658361 0.606509

Antenna 158: 2459793

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 0.738168 -0.127323 -1.168597 -1.026112 -0.897501 -0.872145 -0.663804 0.530034 0.738168

Antenna 158: 2459792

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 5.018167 0.416168 -1.353905 0.172184 1.129675 -0.474314 0.286473 0.735664 5.018167

Antenna 158: 2459791

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Power 1.639775 -0.066063 -1.208842 0.663648 1.639775 -0.431609 0.699205 0.573134 -0.425373

Antenna 158: 2459790

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Temporal Discontinuties 24.969987 6.857774 4.115096 10.222958 6.211775 16.136568 11.732932 21.529725 24.969987

Antenna 158: 2459789

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Variability 33.996726 20.071226 16.181513 24.513729 20.836829 33.996726 28.804802 2.009495 -0.439462

Antenna 158: 2459788

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Variability 36.586038 17.302017 13.753884 25.765679 21.666441 36.586038 31.068986 -0.723615 -0.871202

Antenna 158: 2459787

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Variability 23.619303 13.496355 16.687787 18.030892 21.675719 20.317369 23.619303 -0.997085 1.622665

Antenna 158: 2459786

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 158: 2459785

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Temporal Discontinuties 0.432580 -1.283877 0.148324 -0.682414 0.429954 -0.113441 -0.152004 0.204607 0.432580

Antenna 158: 2459784

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Temporal Variability 2.125711 0.523513 -0.557855 1.091959 -0.678506 2.125711 0.643756 1.585363 -0.134857

Antenna 158: 2459783

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Power 5.323544 0.964446 0.370204 2.457862 5.323544 2.402601 1.297819 3.395702 2.983534

Antenna 158: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 2.913815 0.762503 0.260739 0.610614 1.900954 1.447792 1.273714 2.913815 1.235598

Antenna 158: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Temporal Discontinuties 2.042196 -0.093793 0.047999 1.683681 0.685425 -0.152167 0.403263 2.042196 0.920148

Antenna 158: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Power 3.738480 -0.039124 0.156376 1.664809 3.738480 0.753783 1.039912 1.056455 1.337476

Antenna 158: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Temporal Variability 3.676423 0.853019 -1.048926 3.436884 0.931447 3.676423 -1.091652 0.074128 0.685470

Antenna 158: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 3.820520 -1.137896 -0.087791 0.534686 -0.903574 -0.339114 -0.754877 3.820520 -0.665509

Antenna 158: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 0.238703 -0.531868 -0.682084 -0.796272 -0.905235 -0.495657 -0.509796 -0.238325 0.238703

Antenna 158: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 0.878468 -0.741050 -0.270571 -0.707636 -0.525945 -0.762191 -0.455365 0.878468 -0.186939

Antenna 158: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 2.430246 -0.987915 0.270317 -0.549664 -0.270930 -0.583883 -0.221048 2.430246 -0.430292

Antenna 158: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 2.073474 -1.509722 -0.359805 -0.073489 -0.423575 -0.989688 0.953454 2.073474 -0.089424

Antenna 158: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Temporal Discontinuties 0.840837 0.038022 -1.384759 -0.721039 0.634987 0.162306 -0.616074 0.840837 -0.165918

Antenna 158: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Temporal Variability 0.158702 -0.676496 -0.951035 -1.015248 -1.017297 0.158702 -0.374317 -0.073261 -0.407431

Antenna 158: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Temporal Discontinuties 1.336330 -1.049351 -0.513333 -0.937076 -0.822071 -0.131936 0.337093 0.173340 1.336330

Antenna 158: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Temporal Variability 1.401423 -1.526633 -0.476433 0.488780 -0.359762 -0.000754 1.401423 0.261898 -0.117437

Antenna 158: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Temporal Discontinuties 3.921937 -0.358664 -1.340895 -0.685627 -0.638513 2.615601 0.494372 3.921937 2.794143

Antenna 158: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Power 0.375985 -1.411131 -0.702916 0.375985 -0.315314 -0.901978 -0.486850 -0.096242 -0.793835

Antenna 158: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Power 0.863636 -0.758965 -1.255146 0.669025 0.863636 -1.585412 -1.055560 -0.519021 -0.247175

Antenna 158: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 0.035752 -1.006947 -1.038195 -0.962104 -0.854131 -0.798070 -0.217884 -0.124699 0.035752

Antenna 158: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 0.120602 -0.366375 -1.281883 -0.881043 -1.061436 -0.563064 -0.731895 -0.309282 0.120602

Antenna 158: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties -0.048754 -0.816234 -0.678439 -0.786879 -0.787148 -1.021653 -0.891822 -0.048754 -0.751486

Antenna 158: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Temporal Discontinuties 3.031720 -0.316354 -1.143936 -0.911160 -1.057917 -0.628832 -0.594447 3.031720 0.615531

Antenna 158: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 1.382541 -0.432549 -0.966544 -0.900698 -0.822439 0.108827 -0.436863 -0.584203 1.382541

Antenna 158: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 0.534714 -1.111796 -0.493081 -0.884547 -0.936549 -0.040457 -0.438389 0.534714 -0.080878

Antenna 158: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Power 0.657039 -0.614021 -1.391834 -0.439597 0.657039 -1.552239 -0.832889 0.340655 0.602295

Antenna 158: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Power 0.899956 -0.587143 -1.389246 0.449397 0.899956 -0.242644 0.612282 -0.027813 -0.016139

Antenna 158: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 0.609728 -0.393166 -1.597109 -1.088121 -1.215368 0.354907 -0.680955 0.142240 0.609728

Antenna 158: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 6.889489 -0.712517 -1.716948 -0.593147 -0.499067 1.410894 0.250760 -0.291360 6.889489

Antenna 158: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 1.779768 0.190981 -0.287182 -0.094782 0.567469 -0.651107 0.989564 -0.923543 1.779768

Antenna 158: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 Not Found nn Temporal Variability 2.856304 -0.629568 1.300403 0.516966 0.821074 2.856304 2.067291 0.501471 -0.272256

Antenna 158: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 0.543112 -1.372122 -0.823373 -1.046977 -1.171536 -0.942772 -0.210210 0.543112 -0.517867

Antenna 158: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 1.756480 0.120428 -0.040823 0.518956 1.224449 0.678840 0.841984 0.135638 1.756480

Antenna 158: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 158: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 2.585100 0.704096 -0.008508 1.241433 1.828100 -0.678287 -0.215578 -0.571940 2.585100

Antenna 158: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Shape 3.542999 1.407624 3.542999 1.923599 1.214161 0.188040 0.424419 3.167578 -0.293192

Antenna 158: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 18.289357 1.036462 0.941937 1.519175 3.225573 0.248970 0.818312 -0.132277 18.289357

Antenna 158: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 8.082646 0.246258 -1.678165 0.126480 0.436859 -0.027542 -0.644857 1.064329 8.082646

Antenna 158: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 5.255880 -1.467345 -0.668095 -0.865931 -0.607336 -0.769836 -0.862201 5.255880 0.533433

Antenna 158: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 1.015054 -0.223927 0.290253 0.695990 -0.091562 0.583219 -0.654803 1.015054 -0.599830

Antenna 158: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 1.396118 -0.623904 0.008584 0.258833 -0.304403 0.390029 1.052374 1.396118 -0.527516

Antenna 158: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Temporal Variability 1.829213 -0.366596 0.232778 0.675301 -0.241421 -0.170186 1.829213 0.348695 -0.889862

Antenna 158: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Power 0.761725 -1.176479 -0.343079 0.620307 0.761725 -0.207470 0.720338 0.136147 0.077466

Antenna 158: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 1.135833 0.022079 -0.606248 -0.301668 0.230237 0.613579 -0.419631 -0.621769 1.135833

Antenna 158: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 5.302449 0.152893 0.854481 0.877946 0.254010 1.394675 0.652607 5.302449 -0.665910

Antenna 158: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 8.547891 -0.023593 0.493071 0.316419 -0.077525 0.020208 -0.010012 8.547891 -0.493944

Antenna 158: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 0.999521 0.234751 0.592370 0.786842 0.136156 0.427420 0.311892 0.999521 -0.711416

Antenna 158: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 0.674611 -0.109133 0.488772 0.404811 -0.193196 0.116810 0.155037 0.674611 -0.750014

Antenna 158: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 0.800401 -0.234326 -1.686767 0.000168 0.484234 -0.202705 0.023384 0.156110 0.800401

Antenna 158: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Temporal Discontinuties 3.504541 0.505531 -0.097609 0.141698 0.688659 -0.146403 -0.522863 3.504541 0.265967

Antenna 158: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 1.882078 -0.026294 0.500175 0.453193 -0.142996 -0.283649 -1.174949 1.882078 -0.475420

Antenna 158: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 7.890974 0.700103 0.100584 0.477807 1.380989 0.318261 0.798710 -0.432016 7.890974

Antenna 158: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Power 0.832228 0.541427 -0.017042 0.203275 0.832228 0.419743 -0.359995 -0.760986 0.611520

Antenna 158: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 10.113307 0.472025 -0.032287 -0.012260 0.555009 0.273424 0.664852 -0.456500 10.113307

Antenna 158: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 7.120564 -0.821274 -1.459356 0.607740 0.645759 -0.138105 0.005358 -0.488647 7.120564

Antenna 158: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 5.099746 0.078070 0.706715 0.886583 0.279392 -0.628602 -0.013744 5.099746 -0.414700

Antenna 158: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Power inf 388.596024 388.781526 inf inf 2282.956112 2167.439219 9160.186989 9366.068078

Antenna 158: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 5.013778 -0.693998 -1.031014 -0.209287 -0.429182 0.582424 1.495586 5.013778 1.531543

Antenna 158: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 4.427150 -0.609827 -0.990787 -0.558611 -0.671895 -0.076097 -0.017368 4.427150 -0.669749

Antenna 158: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 6.891862 -0.317228 -1.057943 0.363269 0.323389 -0.338993 -0.085262 -0.328009 6.891862

Antenna 158: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 1.546098 -0.972679 -1.224050 0.524166 0.457942 -0.022753 0.107156 1.546098 0.013691

Antenna 158: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Temporal Variability 0.738548 -0.458214 -0.889428 -0.604370 -0.623460 -0.323752 0.738548 -0.108990 -0.659009

Antenna 158: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 3.567971 -0.354161 0.350347 1.529713 0.925315 -0.760023 -0.216566 3.567971 -0.708512

Antenna 158: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 3.384561 -0.622835 -0.266892 1.897174 0.901664 2.388241 -0.398937 3.384561 -0.573281

Antenna 158: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 6.465167 0.108789 -1.928459 -0.104836 0.056895 0.859765 -0.386631 -0.123380 6.465167

Antenna 158: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Temporal Discontinuties 1.869390 -1.647544 0.489827 -0.673199 -0.783002 -0.736816 0.887755 1.188169 1.869390

Antenna 158: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Temporal Discontinuties 31.513477 26.500015 26.500015 24.584484 24.584484 20.142490 20.142490 31.513477 31.513477

Antenna 158: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance nn Temporal Discontinuties 2.450127 1.968162 1.968162 1.753292 1.753292 1.932152 1.932152 2.450127 2.450127

Antenna 158: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Power 0.753800 0.698916 0.698916 0.753800 0.753800 0.717790 0.717790 0.674491 0.674491

Antenna 158: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Temporal Discontinuties 0.841346 -1.675724 -0.203232 0.303284 0.107783 -0.024897 -0.725002 0.026848 0.841346

Antenna 158: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 12 RF_maintenance nn Temporal Discontinuties 0.222867 0.106895 -1.493418 0.046529 0.143486 -0.854126 -0.342769 -0.674743 0.222867

Antenna 158: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 12 RF_maintenance ee Temporal Variability 0.703890 -0.872839 -1.262097 -0.717538 -0.541133 0.703890 -0.581317 -0.467769 -0.735612

Antenna 158: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 12 RF_maintenance nn Temporal Discontinuties 5.713338 0.894646 -1.782102 -0.399397 -0.392048 2.327916 -0.412790 0.380589 5.713338

Antenna 158: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 12 RF_maintenance nn Temporal Discontinuties 10.858939 1.049598 -1.809914 -0.681178 0.022437 -0.553275 -0.227237 -0.293455 10.858939

Antenna 158: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 12 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 158: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 12 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 158: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 12 RF_maintenance ee Temporal Variability 8.785529 -0.939700 0.033575 0.668328 0.155108 0.645731 8.785529 1.433997 -0.242460

Antenna 158: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 12 RF_maintenance ee Temporal Variability 0.781489 -1.530399 -0.227481 0.033458 -0.694492 -1.040293 0.781489 -0.335446 -0.456942

Antenna 158: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 12 RF_maintenance ee Temporal Variability 1.424878 -1.785978 0.197721 0.082863 -0.521070 -1.184797 1.424878 0.371407 0.796069

Antenna 158: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 12 RF_maintenance ee Temporal Variability 1.021082 0.186148 -1.771353 -0.198625 0.344787 1.021082 -0.762390 0.808198 0.613953

Antenna 158: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 12 RF_maintenance ee Temporal Variability 0.778631 -1.713687 0.256944 0.143347 0.216638 -1.453316 0.778631 0.686836 0.758506

Antenna 158: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 12 RF_maintenance nn Temporal Discontinuties 0.743968 0.274808 -1.686363 0.301019 0.403035 0.277866 -1.037088 0.133579 0.743968

Antenna 158: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 12 RF_maintenance ee Shape 0.700012 -1.561134 0.700012 0.591885 0.579642 -1.431830 -0.499696 -0.131669 -0.111679

Antenna 158: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 12 RF_maintenance nn Temporal Discontinuties 2.062547 0.433670 -1.525054 0.291860 0.653784 -0.147850 0.379839 -0.216224 2.062547

Antenna 158: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 12 RF_maintenance ee Temporal Variability 2.219713 -1.285851 0.562421 0.088807 0.013314 -0.729133 2.219713 -0.105831 1.212446

Antenna 158: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 12 RF_maintenance ee Temporal Discontinuties 1.447724 -1.108123 1.178883 0.572270 -0.042585 -1.174822 0.294686 -0.582470 1.447724

Antenna 158: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 12 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 158: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 12 RF_maintenance nn Power 31.643730 8.637276 6.115072 31.643730 27.032012 4.056374 6.331700 2.304817 -0.410901

Antenna 158: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 12 RF_maintenance ee Temporal Variability 0.346905 0.220356 -1.151240 -0.153725 0.007731 0.346905 -0.713461 -1.024546 0.256482